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aerospace | 1,098 | About us mission mars is an award winning multi concept operator based in the north west our mission is simple deliver world class food, drink and entertainment. In this 19-lesson, standards-aligned unit, students learn about mars, design a mission to explore the planet, build and test model spacecraft and components, ... |
aerospace | 93 | Nuclear Containment Vessel, Aerospace Fuel Tank
Booster Rockets, Nuclear Safety Vessel, INSAT Aerospace Satellite Fuel Tank
Delivered Pressurised Gas Tanks in Stainless Steel for application in Aerospace Satellite ISRO - INSAT
Nuclear Safety Vessel
Developed critical forming technologies in nuclear grade Stainless Stee... |
aerospace | 345 | It can be an aircraft you’ve flown in a simulator or IRL. Mine personally is the B752.
F/A-18 for sure
Nice! I like the B757-200 because it handles well and is perfect for buttered landings
I’ve got a few, Fokker 50, 757, Ta 183, and probably some more the like the MDogs for example
Definitely the 737 Max.
Quite a few:... |
aerospace | 552 | FlyingBasket is a leading developer of heavy-lift cargo drones for commercial and civil applications. UST is delighted to welcome FlyingBasket on board as a supplier partner, and we will be highlighting their unique solutions and capabilities across our channels over the next 12 months.
We’ve just launched FlyingBasket... |
aerospace | 223 | How to find the cheapest flight from Manchester (MAN) to York
All the information you need to plan the best MAN to NCL flight in 2022: compare Manchester to York flight prices with the expected peak season, weather and rainfall in York.
When is the cheapest time to fly from Manchester to York (MAN - Y0R)?
When flying f... |
aerospace | 220 | Welcome to the U.S. Space Walk of Fame Foundation and Museum
The U.S. Space Walk of Fame Foundation is a non-profit organization dedicated to preserving the history of the U.S. space program through its Mercury, Gemini, Apollo and Shuttle monuments in Space View Park and the Space Walk of Fame Museum. The monuments and... |
aerospace | 1,269 | Solar System Exoplanets Map closest exoplanet proxima b remains mysterious in the Map System Solar Exoplanets
We found 22++ Images in Solar System Exoplanets Map:
Top 15 pages by letter S
- Spacecraft Building
- Solar System Colonization Project 2000
- Sattelite Nebula Hubble
- Secret NASA Space Shuttle
- Space Suit Pr... |
aerospace | 984 | Closer to Your End of Arm Tool: AGS Web Site with Enhanced Customer Portal We demonstrate it on the K-Show 2013 in Düsseldorf Hall 10 Both C28 https://inside.ags-automation.de/kundenportal/Custom/AGS_Registrierung.aspx Webside www.ags-automation.de
UAV Helicopter Integrating IMT Transmitter Provides Civilian and Milita... |
aerospace | 341 | NTSB Identification: NYC00LA238.
The docket is stored in the Docket Management System (DMS). Please contact Records Management Division
Accident occurred Wednesday, August 23, 2000 in NEWBERRYPORT, MA
Probable Cause Approval Date: 04/06/2001
Aircraft: Aviat A-1B, registration: N475C
Injuries: 2 Uninjured.
NTSB investig... |
aerospace | 97 | Stobart Aviation Services
Viking House, Mathieson Road, Widnes, Cheshire, WA8 0NX
Listed in: Aviation Services
Stobart Aviation Services is a leading provider of ground handling, passenger and airside services in Stansted, Southend, Manchester, Edinburgh and Glasgow airports.Stobart Aviation Services offers a suite of ... |
aerospace | 761 | The smart Trick of Where Can You Buy Drones That No One is Discussing Franklin Georgia 30217
Base Line While its somewhat limited range might not appeal to seasoned drone flyers, the bundle packages and vivid impression output help it become a worthwhile investment for novices and hobbyists. Professionals Stands out fo... |
aerospace | 160 | 80 was Romania's best indigenously produced fighter of World War Two. First test flown in late 1938 or early 1939 by pilot Dimitru "Pufi" Popescu, it entered service in 1942 and remained in front-line use until pin by Paolo Marzioli
Supermarine Seafire L.IIIs of RNAS 808 Squadron on the deck of the escort aircraft carr... |
aerospace | 287 | Bored and restless, Astronaut Randy Bresnik snuck out of the International Space Station and returned the shuttle to earth just so that he could go to Five Guys Burgers and Fries for a midnight snack.
North American Aerospace Defense Command, better known as NORAD, which was tracking flights in search of Santa Claus, s... |
aerospace | 1,452 | 168th Air Refueling Wing [168th ARW]
The 168th Air Refueling Wing operates ten KC-135R Strato Tankers from Eielson AFB, about 20 miles south of Fairbanks. Eielson has been home for the Wing since 1986. Approximately 700 Alaskans serve as members of the unit.
The 168 ARW transfers more fuel than any other Air National G... |
aerospace | 842 | SpaceX Starlink launch pushes another 24 hours
UPDATE: This SpaceX Starlink satellite launch is now slated to liftoff from Kennedy Space Center Friday June 26 at 4:18 p.m.
When a SpaceX Falcon 9 rocket launches from Kennedy Space Center Thursday late afternoon, it'll officially push the company's Starlink efforts into ... |
aerospace | 1,074 | Home » Civil Aviation
Category Archives: Civil Aviation
The Signatories support the European regulatory authorities in producing a robust, harmonised, EU-wide regulatory safety framework that enables the safe, secure, efficient and fair integration of drones in the aviation system, and fosters broad public acceptance. ... |
aerospace | 399 | BERLIN The European Space Agency (ESA) hopes to hire and launch the world's first physically disabled astronaut, and several hundred would-be para-astronauts have already applied for the role, ESA head Josef Aschbacher said.
The 22-member space programme has just closed its latest decennial recruitment call for astrona... |
aerospace | 159 | Spacecom is to be sold to the Chinese-backed Luxembourg Space Telecommunications for $285 million.
Luxembourg Space Telecommunications is owned by the Chinese communications company Beijing Xinwei Technology.
Spacecom, which is controlled by Bezeq Israeli Telecommunication, has been looking for a buyer for two years.
T... |
aerospace | 390 | Towards the detection of aircraft icing conditions using operational dual-polarimetric radar
June 25, 2012
In anticipation of the dual-polarimetric upgrade to the National Weather Service operational radar network (WSR-88D) research is being conducted to utilize this extensive new data source for remote aircraft icing ... |
aerospace | 109 | Fly-R has developped a launcher for each of its two smaller aircraft. The aircraft is launched using energy/motion of a piston in a tube under vaccum.
Unlike bungee or compressed air similar systems, the acceleration is almost constant along the full length of the launch. The result is lesser mechanical constraints on ... |
aerospace | 710 | INDIA’S LIGHT COMBAT HELICOPTER IN TROUBLE
By Bulbul Singh
30 Sep 09. India’s homegrown Light Combat Helicopter [LCH] Program is
facing technical problems as the helicopter is said to be overweight for high altitude missions. The Indian Army and Air Force need the LCH to replace Russian Mi-35 helicopters. The LCH is sc... |
aerospace | 112 | I received my Commercial airplane single & multi engine land instrument airplane; flight instructor single & multi land airplane And ground instructor advanced & instrument in 1986.I am the owner of Take Flight E.A. In Safford; Az. And I teach aviation ground school at Eastern Arizona College in Thatcher; Az.
Register ... |
aerospace | 210 | Ever wonder what the flight attendants are REALLY saying to each other?
Freshen Up on your Airport Lingo before taking your next trip.
Apron – The paved area upon which the airplanes park
All Call – Each Flight attendant is being asked to report from their station for an intercom call
Concourse – Area of the airport lo... |
aerospace | 288 | On October 17, 2000, approximately 1545 mountain daylight time, a Cessna 185F, N93981, nosed over during the landing roll at Driggs Municipal Airport, Driggs, Idaho. The airline transport pilot and his passenger were not injured, but the aircraft, which was owned and operated by Teton Holding Company, LLC, sustained su... |
aerospace | 317 | From Associated Press:
WASHINGTON — In a stunning setback for a nuclear missile force already beset by missteps and leadership lapses, the U.S. Air Force disclosed on Wednesday that 34 officers entrusted with the world’s deadliest weapons have been removed from launch duty for allegedly cheating — or tolerating cheatin... |
aerospace | 258 | Join the Community
Why shop with us?
(0 items: $0.00)
Shop Toys by Interest
Astronauts & Space Shuttles
Smithsonian Discovery Space Shuttle Die cast Pullback 8" x 6"
Stock Status:(Out of Stock)
Smithsonian Discovery Space Shuttle - Diecast Pullback 8" x 6"
Children will love this large diecast metal replica of the famo... |
aerospace | 369 | Embraer-Empresa Brasileira De Aeronautica Profit Margin 2010-2023 | ERJ
Current and historical gross margin, operating margin and net profit margin for Embraer-Empresa Brasileira De Aeronautica (ERJ) over the last 10 years. Profit margin can be defined as the percentage of revenue that a company retains as income after... |
aerospace | 376 | The Bell 430 is an four-bladed, twin-engine, nine-seat light-medium helicopter built by Bell Helicopter. It is a stretched and more powerful development of the Bell 230, which, in turn, was based on the earlier Bell 222. The Bell 430 features several significant improvements over the 230, the most significant of these ... |
aerospace | 336 | The first monolithic machined panel for the first AgustaWestland Future Lynx was manufactured last week at Oldland CNC's facility in
Oldland CNC is manufacturing 83 of the 147 Future Lynx primary structure monolithic machined components and supplying them to GKN Aerospace for incorporation into the airframe prior to de... |
aerospace | 133 | Product quality is a top priority at Placid Refinery Company. The refinery's emphasis on quality control is evidenced by Placid 's continued status as a major supplier of military jet fuel to the United States government. Placid Refining Company is an independent, privately owned company located in Port Allen, La., dir... |
aerospace | 455 | Helicentre Aviation has specialised in private and professional helicopter pilot training, charter, aerial survey and aircraft sales and management in the UK for over ten years.
Our EASA-FCL fully approved ATO (UK/ATO-194), Air Operators Certificate (AOC number GB2236) and state of the art facilities will make your hel... |
aerospace | 465 | VIDEO: In Space, A Single Hair Can Move You
Mark Memmott on October 24th, 2013
A post at Space.com led us to a NASA video that we find fascinating.
In it, astronaut Karen Nyberg, one of the six people now aboard the International Space Station, demonstrates how little effort it takes to move around in microgravity.
She... |
aerospace | 171 | Faster than the speed of sound
In recent years, the United States aerospace and defense industry has become increasingly invested in vehicles traveling at hypersonic speed, or more than five times faster than the speed of sound. But what happens when an object travels that fast? College of Science and Engineering profe... |
aerospace | 685 | The Northrop F-89 Scorpion is reputed to be the first combat fighter with air-to-air nuclear capabilities (the unguided Genie rocket).
Originally designed to replace the P-61 Black Widow, this design by Northrop won an Air Force bid in 1945, and saw its maiden flight in August of 1948. The first production airframe, de... |
aerospace | 517 | US Air Force AFWERX has awarded ZeroEyes a contract to deliver its AI gun detection solution for the service’s unmanned aerial vehicles (UAVs) at the Dover Air Force Base, Delaware.
The $1.25 million Direct-to-Phase II SBIR (Small Business Innovation Research) grant is the third contract the air force has awarded to th... |
aerospace | 790 | Cheap Flights from Rio de Janeiro to Resistencia - RIO to RES
Did You Know?
Aerolineas Argentinas has 400 connecting flights between Rio de Janeiro, BR and Resistencia.
41,728 seats are available per week to fly from Rio de Janeiro, BR to Resistencia.
There are 800 flights from Rio de Janeiro, BR to Resistencia per wee... |
aerospace | 1,009 | The stress distribution on the plate is altered by the existence of the stress concentration factor due to the existence of the discontinuity — circular hole. It provides the space for power plant, cargo, controls, accessories, passengers and other requirements depending on the purpose i.
The discovered flaws or cracks... |
aerospace | 707 | On 27th July 2007, the OECD published a revised Sector Understanding on Export Credits for Civil Aircraft or “Aircraft Sector Understanding” (ASU), which forms part of the OECD Arrangement on Officially Supported Export Credits. This replaced an earlier Sector Understanding, agreed in 1987, which used to regulate Expor... |
aerospace | 756 | report by: Thierry letellier
2011 marked the 40th Anniversary of the world famous Royal International Air Tattoo. In 1971, in aid of the Royal Air Forces Association, North Weald hosted the first Air Tattoo. Later, the Tattoo moved onto Greenham Common, and ended up at what is now considered to be the home of the Air T... |
aerospace | 508 | Recaro’s iSeat is part of a larger connected ecosystem meant to streamline flight operations and inform the next generation of comfort.
Several of Recaro Aircraft Seating’s sensor-equipped BL3530 iSeats are now in service aboard a TAP Air Portugal Airbus A321 aircraft, marking the first time an “intelligent” seat has m... |
aerospace | 265 | Aviation Computer Solutions
Although not supplying safety critical systems, BVM has extensive experience in working in providing custom PC solutions required for the supporting of Aviation related applications. Please see our case studies to see our body of work – and how we may be able to help you with your specific a... |
aerospace | 305 | know Ipacs are probably tired of seeing aircraft requests but I really think it’s time to switch up the simulator a bit. more helicopters in the game would be amazing as they are all I fly in the sun and mainly all I’m interested in. I know making and coding the physics of these machines are hard but I think given the ... |
aerospace | 1,017 | T-X trainer aircraft en route to replace the 57-year-old T-38C Talon for USAFStory
March 08, 2019
Train like you fight – the U.S. military’s training motto – pushes U.S. Department of Defense planners to provide the technology that enables pilots, sailors, maintainers, etc. to be able to perform their duties as if they... |
aerospace | 453 | CAPE CANAVERAL — NASA will release transcripts of conversations by Challenger astronauts as early as Monday after space agency attorneys give final approval.
The conversations, contained on a tape salvaged from cabin debris on the ocean floor, indicate the seven crew members weren't aware of impending danger before the... |
aerospace | 384 | The network controller is designed to maintain uniform temperatures as multiple hot bonders are used to repair large areas of composite parts.
“With large-area repairs, the difficulty in maintaining uniform temperature increases thermal characteristics of the part as well as the limitations of large heat blankets," exp... |
aerospace | 1,002 | MD Helicopters, Inc. (MDHI) announced today receipt of the third Delivery Order issued against its 5-year, $1.4 billion light scout attack helicopter IDIQ contract. The firm, fixed-price award is for six (6) armed MD 530G Scout Attack Helicopters to be delivered to the Lebanon Air Force (LAF), and includes initial logi... |
aerospace | 701 | Video credit: Russian Ministry of Defense
A Russian military communications satellite rode a Soyuz rocket and Fregat upper stage Thursday into an orbit stretching nearly 25,000 miles (40,000 kilometers) above Earth, successfully launching after a one-month delay to replace a suspect third stage on the Soyuz booster.
Th... |
aerospace | 194 | Availability of fares is not guaranteed for offers found in the last 7 days.
Find the cheapest Dublin Mexico City flight by browsing the dates below to find alternative flight prices found in the last days. To launch a flight search for Dublin - Mexico City with these new dates, click on an offer. Want to depart from a... |
aerospace | 86 | Welcome to Maxwell AFB,
home of the best academic library in the Air Force!
The Air University Library (AUL),
is located in the center of Air University's academic circle
and less than 200 yards from the SOC main entrance!
The SOS Librarian can be contacted at:
Telephone: Commercial 334-953-9810 DSN 493-9810
Email: Con... |
aerospace | 219 | Kale Consultants was selected by LAN for its Revera Interline service to process passenger interline billings.
Kale Consultants was selected by LAN for its Revera Interline service to process passenger interline billings. Airtel ATN and ARINC jointly announced the launch of a new commercial Aeronautical Telecommunicati... |
aerospace | 104 | First Air Information:
firstair.ca is the official website of First Air. First Air is based in Canada and was founded in 1946. Carp (CYRP) is the hub of First Air. Its IATA code is 7F and its ICAO code is FAB.
Search & track the flight status of First Air: flight arrival and departure times.
First Air Flights Booking O... |
aerospace | 600 | BROADREAM S9W is a mini foldable RC quadcopter intended for beginners, which bears the vivid resemblance of the latest DJI drone – Spark. However, it is even smaller than your fist. Just unfold the arms of the drone manually, and you will be able to fly the drone without any difficulty. Headless Mode allows you to fly ... |
aerospace | 812 | The FAA-certified pilots at Prestige Helicopters, Inc. fly their passengers over downtown Atlanta, the King and Queen towers, and Turner Field. They helm a fleet of three Robinson R44 helicopters, as well as R22 whirlybirds, each spacious enough for up to three guests. Along the way, skybound guests peep at the area's ... |
aerospace | 743 | US, Russia astronauts making emergency landing
5 days ago - By WBALTV
Two astronauts from the U.S. and Russia are making an emergency landing after a Russian booster rocket carrying them into orbit to the International Space Station has failed after launch.
Read more ...
The Latest: NASA says 2 astronauts in good condi... |
aerospace | 172 | Enceladus plumes and Dione
A day after the flyby, Cassini imaged Dione, another of Saturn's moons. From a distance of 44 000 km, features like impact craters are clearly visible on the side of the moon that faces away from the Sun.
Notes for editors
The Cassini–Huygens mission is a cooperative project between NASA, ESA... |
aerospace | 311 | On April 12, 2001, about 2010 central daylight time, a Bell OH-58C, N91335, registered to and operated by Beach Mosquito Control District, crashed shortly after takeoff from the Beach Mosquito Control District Heliport, Panama City, Florida. Visual meteorological conditions (VMC) prevailed at the time and no flight pla... |
aerospace | 89 | Results Of Angkasawan's Research Work Patented
The Star, (2008) Results Of Angkasawan's Research Work Patented. UNSPECIFIED, (Call Number: UNSPECIFIED)
The results of one of Malaysia s five research work conducted at the International Space Station has been patented by other countries which proves the country can make ... |
aerospace | 558 | - Subscribe NowLimited Time Offer
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Branson to rent space lab to scientists
Richard Branson wants to rent out his space lab to Virgin Galactic scientists.
And although NASA scientists have already expressed interest, they aren’t the only ones looking to use the space lab.
The BBC reports:
- pa... |
aerospace | 107 | Our passengers are treated as individuals rather than part of a group. We begin by greeting you at an easy to find meeting place and take you to the launchsite. Once at the launchsite the pilot and crew will assemble the basket and do preliminarily checks on our equipment. The pilot then gives you a pre-flight briefing... |
aerospace | 271 | Russia launched a British research satellite atop a converted ballistic missile Wednesday, the first step in a project to earn much-needed cash from its aging rocket arsenal.
The converted SS-18 Satan, known as the Dnepr-1 booster rocket in its new form, blasted off from a silo at the Baikonur cosmodorme in Kazakhstan,... |
aerospace | 459 | Standard ASTM F2317_F2317M-05R09
1.1 This specification covers the minimum airworthiness standards a manufacturer shall meet in the designing, testing, and labeling of weight-shift-control aircraft.
1.2 This specification covers only weight-shift-control aircraft in which flight control systems do not use hinged surfac... |
aerospace | 1,385 | Airframe/Engine Rapid Response Technician (RRT)
travels to the customer’s location to provide AOG support and perform a variety of time-sensitive troubleshooting, inspections, modifications and repairs either at the maintenance facility or at remote locations. As a Rapid Response Technician, you will perform Airframe a... |
aerospace | 172 | First Asteroid Dust Brought to Earth Holds Clues to Planet Birth
Hayabusa is "the most incredible story and achievement," expert says.
Last week scientists confirmed that the recovery chamber aboard the Hayabusa spacecraft contained about 1,500 particles from the surface of the asteroid Itokawa.
This potato-shaped spac... |
aerospace | 348 | Roscosmos space corporation previously said that a Progress cargo craft would lift off for the International Space Station on 23 July, while a Proton rocket with communication satellites would head for orbit on 30 July.
Sputnik is live from the International Space Station as the Russian Progress-MS-15 resupply cargo sp... |
aerospace | 1,273 | Thermally conditions dump experienced PPG pilot
A mid-day sojourn in moderate winds went sour for one high-time paramotorist resulting in a nearly disastrous impact. Surprisingly, the pilot walked (probably limped) away.
At 20 feet or so while landing, a quick downward gust started folding down the right half of his wi... |
aerospace | 1,013 | This article is more than 1 year old
Mars Express orbiter to get code update after 19 years
And over millions of miles, too. Piece of cake!?
The software on ESA's Mars Express spacecraft is to be upgraded after nearly two decades, giving the orbiter capabilities to hunt for water beneath the planet and study its larger... |
aerospace | 275 | NACA cowling on a Curtis AT-5A at the Langley Memorial Aeronautical Laboratory, Oct 1928.
A cowling is a removable metal covering that houses the engine and sometimes also a portion of the fuselage of an aircraft that is powered by a radial engine. It enables the aircraft to fly more efficiently because it reduces the ... |
aerospace | 1,546 | Become an Airline Pilot
Guidance for students wanting to become an airline pilot.
When can you start flying airplanes?
You can fly airplanes with an instructor as early as you wish to. You can learn to fly and carry out solo flights by the age of 16 and you can earn your private pilot license by age 17.
What are the ed... |
aerospace | 138 | With our 10-year anniversary fast approaching, we decided to celebrate with a huge splurge on a sunrise hot air balloon ride in Göreme, Cappadocia. At 100 Euros (~$130 CAD) per person for an hour-long flight, it made for the single most expensive day of our travels (not counting international flights or the day we boug... |
aerospace | 3,420 | The new aircraft carrier may not be ready to deploy until 2024, according to recent congressional testimony. October 23, 2020 US Touts Uncertain Plan to Put Hypersonic Missiles on Destroyer A T-45 Goshawk transits the flight deck aboard the aircraft carrier Gerald R. Ford. The Navy says the Ford has the excess space an... |
aerospace | 351 | Somehow, amidst its position on the forefront of groundbreaking research in astronautics, resource development, thermodynamics, material science, geoscience, and damn near every category of science under the sun (or microscope), NASA has somehow managed to retain that life-enhancing sense of humor familiar only to thos... |
aerospace | 1,123 | I just spent two hours by watching NASA TV that covered the landing of the Curiosity Rover, the cleverest part of the Mars Science Laboratory (MSL), on Mars.
The landing maneuvers (those "7 minutes of terror": diagram) were unbelievably sophisticated (more than any other previous landing procedure); watch the video abo... |
aerospace | 213 | Rocket Lab has announced that, as part of a recovery demonstration, it caught a piece of its first stage Electron rocket in midair, while it was parachuting to Earth, the company said.
As part of the demonstration, Rocket Lab dropped the test stage from a light helicopter over the ocean. The stage´s fall was slowed by ... |
aerospace | 297 | A Belfast-bound flight has landed safely after a technical fault sparked an emergency response.
The pilot on the Flybe Inverness to Belfast City flight reported a "minor technical fault" with the aircraft on its approach to George Best Belfast City Airport this afternoon.
Emergency vehicles were on standby as a precaut... |
aerospace | 237 | Fly away with Bravofly! Specialising in helping you search, compare and book low cost flights. You are almost there... want to fly with Robin Hood Aviation? Simply complete the search form and book in just a few clicks.It is easy to find a flight with Robin Hood Aviation that best suits you in just a few clicks. Comple... |
aerospace | 177 | MU569 is a international flight operated by China Eastern Airlines. MU569 is departing from Shanghai (PVG), China and arriving at Paris (CDG), France.
The flight distance is about 9,286 km or 5,770 miles and flight time is
12 hours 25 minutes. Get the latest status of MU569 / CES569 here.
Update on June 1, 2020, 6 a.m.... |
End of preview. Expand in Data Studio
FineFineWeb 15B Domain Mix
A ~15B token subset of m-a-p/FineFineWeb, resampled across its 68 domains for pretraining a capacity-constrained small LM.
How the mix was built
Each domain's natural share of the source corpus (its token count / ~4.43T grand total)
was flattened with temperature T=0.5 (T=1 = natural web-skewed proportions, T→0 = uniform),
then multiplied by a hand-set tier weight (3.0 for core STEM like math/CS/bio down to 0.15
for low-value domains like celebrity/gambling). Allocations were water-filled against each
domain's real token availability so no domain gets over-sampled past what exists. See
prefilter.py for the exact weights and finefineweb_mix.json for the resulting per-domain
targets.
Format
Each domain has its own folder of gzip-compressed JSONL shards, capped at 50M tokens each:
<domain>/<domain>_shard_0000.jsonl.gz
<domain>/<domain>_shard_0001.jsonl.gz
...
Each line:
{"domain": "...", "t_count": 1234, "text": "..."}
t_count is the source dataset's token_count field when present, otherwise estimated as
len(text) / 4.7. No other metadata is kept.
Manifest
manifest.json lists, per domain: target vs. collected tokens, doc counts, and shard paths.
Useful for verifying completeness or building a custom sampler.
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